Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "137" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 71 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 69 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459887 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.144838 | -1.002723 | -0.545184 | 0.222875 | 1.027442 | 0.633557 | 0.470037 | 1.502487 | 0.6497 | 0.6684 | 0.3911 | nan | nan |
| 2459886 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.775215 | -0.882456 | -0.501231 | 0.550756 | -0.622824 | 1.912072 | -0.144959 | 0.666033 | 0.7252 | 0.7221 | 0.3343 | nan | nan |
| 2459885 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.015740 | -0.792751 | 0.379222 | -0.978168 | 2.314304 | -0.377248 | 0.325105 | -0.473586 | 0.0720 | 0.0700 | 0.0082 | nan | nan |
| 2459884 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.076987 | -0.935452 | -0.683114 | -0.052041 | 0.388672 | 2.060746 | 1.184937 | 0.951853 | 0.6577 | 0.6680 | 0.3905 | nan | nan |
| 2459883 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.665116 | -1.352412 | 0.800920 | -0.592358 | 1.889399 | 0.685244 | 2.484014 | 1.901826 | 0.6515 | 0.6710 | 0.3930 | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459881 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.610914 | -1.244933 | -0.545831 | 0.033928 | 3.021139 | -0.979388 | 3.626030 | 0.226326 | 0.7000 | 0.7217 | 0.3295 | nan | nan |
| 2459880 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.557650 | -1.529285 | -0.115346 | -0.960098 | 2.881349 | 1.549632 | 1.195225 | 0.165182 | 0.6502 | 0.6703 | 0.3955 | nan | nan |
| 2459879 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.000717 | -0.743223 | -0.388468 | 0.469260 | 1.572120 | 2.854320 | 0.782283 | 0.928371 | 0.0724 | 0.0741 | 0.0121 | nan | nan |
| 2459878 | RF_maintenance | 0.00% | 51.31% | 51.25% | 0.00% | - | - | 1.079305 | -0.822646 | 0.587791 | -0.960602 | 2.386699 | 2.276232 | 2.705084 | 1.083049 | 0.3557 | 0.3682 | 0.1853 | nan | nan |
| 2459876 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.195547 | -1.063835 | 0.000923 | -0.368986 | 2.224380 | -1.404555 | 2.754469 | 2.078608 | 0.6743 | 0.6660 | 0.3833 | nan | nan |
| 2459875 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.459662 | -1.864096 | -0.053318 | -0.949590 | 2.756717 | 0.051936 | 1.845246 | 0.057761 | 0.6891 | 0.7010 | 0.3887 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.860331 | -1.912271 | -0.178939 | -0.666586 | 1.936823 | 0.364184 | 4.172457 | 0.693967 | 0.6765 | 0.6644 | 0.3755 | nan | nan |
| 2459873 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.880439 | -1.091862 | -0.727398 | -0.816135 | 2.910730 | 0.629855 | 0.440653 | -0.562706 | 0.6750 | 0.6622 | 0.3802 | nan | nan |
| 2459872 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.859203 | -1.186119 | -0.438895 | -0.953165 | 3.818488 | -0.153680 | 2.525496 | -0.371447 | 0.6673 | 0.6570 | 0.3879 | nan | nan |
| 2459871 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.124036 | -1.480994 | -0.488558 | -0.920353 | 2.047239 | -0.739007 | 1.420607 | -0.550778 | 0.6822 | 0.6638 | 0.3782 | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.481339 | -1.570058 | 0.267119 | 0.690375 | 4.689016 | 9.700259 | 5.541200 | 1.941144 | 0.6796 | 0.6677 | 0.3911 | nan | nan |
| 2459869 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.611334 | -0.511943 | 0.500623 | 3.775010 | 2.343828 | 6.234849 | 1.923157 | 0.788991 | 0.6862 | 0.6825 | 0.3847 | nan | nan |
| 2459868 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.161929 | -1.424107 | 1.398424 | -0.246002 | 1.910739 | 3.113201 | 1.409928 | -0.116467 | 0.6643 | 0.6542 | 0.4087 | nan | nan |
| 2459867 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.346235 | -1.375603 | 1.447395 | -0.592232 | 2.361813 | 3.958306 | 1.188224 | 0.017262 | 0.6827 | 0.6665 | 0.4009 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.666296 | -1.428109 | 1.676357 | 0.363997 | 3.180965 | 7.643371 | 0.934703 | 0.070672 | 0.6846 | 0.6674 | 0.3919 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.836069 | -1.625207 | 6.943727 | -0.859269 | 2.728205 | -1.386548 | 1.990912 | -0.280594 | 0.6933 | 0.6859 | 0.3624 | nan | nan |
| 2459864 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.722752 | -2.579756 | -1.131899 | 0.226539 | 1.273267 | 0.812390 | 1.767675 | 0.005893 | 0.6717 | 0.6636 | 0.4139 | nan | nan |
| 2459863 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.000874 | -1.317678 | -0.087544 | -0.858165 | 1.745343 | 3.130916 | 0.538832 | -0.497369 | 0.6662 | 0.6550 | 0.4025 | nan | nan |
| 2459862 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.086237 | -1.436813 | -1.493502 | 0.306882 | 0.748564 | 3.344747 | -0.136576 | -0.611409 | 0.6523 | 0.6805 | 0.4125 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | -0.214622 | -0.833338 | -0.156617 | -0.138543 | 0.162571 | 5.292618 | 0.634578 | 0.239578 | 0.6783 | 0.6560 | 0.4192 | nan | nan |
| 2459860 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.265066 | -0.936553 | -0.857308 | -0.600315 | 1.076848 | 2.622156 | 0.616023 | -0.139538 | 0.6875 | 0.6562 | 0.4145 | nan | nan |
| 2459859 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.366519 | -1.137749 | -0.377516 | 0.479956 | -0.729847 | 2.851099 | 0.208514 | -0.099819 | 0.6972 | 0.6665 | 0.4064 | nan | nan |
| 2459858 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.219858 | -0.856187 | -0.287056 | 0.185726 | 0.211973 | 6.754175 | 0.648974 | 0.273143 | 0.7039 | 0.6716 | 0.4200 | 3.028944 | 2.665353 |
| 2459857 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.481191 | 22.184329 | 6.909287 | 6.489896 | 112.481273 | 183.350569 | 53.623954 | 62.305658 | 0.6888 | 0.6677 | 0.4240 | nan | nan |
| 2459856 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.775276 | -1.010051 | -0.213588 | -0.001374 | 0.983693 | 3.114849 | -0.506742 | -0.120107 | 0.6974 | 0.6848 | 0.4040 | 3.428765 | 2.745669 |
| 2459855 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.566128 | -1.248434 | -0.660290 | -0.966775 | 1.847030 | 5.809206 | -0.413083 | -0.387502 | 0.6760 | 0.7035 | 0.4338 | 3.301134 | 2.669697 |
| 2459854 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.351084 | -1.359549 | 0.368834 | -0.601592 | 0.996138 | 2.252016 | -0.296428 | 0.137429 | 0.6956 | 0.7245 | 0.4372 | 3.133910 | 2.478204 |
| 2459853 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.454181 | -1.046597 | 0.652915 | -0.936917 | 1.757817 | 3.188313 | 0.374755 | 0.367577 | 0.7211 | 0.6768 | 0.4282 | 3.445697 | 2.797845 |
| 2459852 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.541488 | -0.358240 | -0.399655 | 0.441582 | 2.050147 | 6.760720 | -0.083949 | 0.971620 | 0.8053 | 0.8194 | 0.2583 | 5.555872 | 5.112324 |
| 2459850 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.277249 | -1.257491 | 0.824736 | -0.093002 | 1.558528 | 0.967613 | 1.260065 | 0.640718 | 0.7187 | 0.7380 | 0.3602 | 3.322321 | 2.679308 |
| 2459849 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.194105 | -0.452699 | 3.853562 | 1.803470 | 1.593413 | 12.747100 | 0.164666 | 1.132565 | 0.7195 | 0.7271 | 0.3652 | 4.136937 | 3.045147 |
| 2459848 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.148579 | -0.620151 | 2.665939 | -1.153067 | 1.746483 | 0.158238 | 0.097623 | -0.320024 | 0.6976 | 0.7351 | 0.3851 | 3.976803 | 3.186351 |
| 2459847 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.095255 | -0.732582 | 1.987194 | -0.802873 | 0.436050 | 2.087179 | -0.000923 | -0.664326 | 0.7065 | 0.6699 | 0.4339 | 6.979491 | 5.331820 |
| 2459846 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.717028 | -0.457778 | 1.136046 | -0.645827 | 1.085337 | 2.519503 | 1.663688 | 0.177895 | 0.8307 | 0.6437 | 0.5037 | 3.220471 | 2.514525 |
| 2459845 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.655824 | 0.493288 | 10.839151 | 2.661671 | 67.039958 | 74.558200 | -1.120768 | 1.256177 | 0.7407 | 0.7431 | 0.3974 | 3.225960 | 2.569926 |
| 2459840 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.061719 | 0.668843 | 2.048888 | 2.357226 | 0.425273 | 0.187864 | 0.300302 | -0.640642 | 0.0248 | 0.0247 | 0.0009 | nan | nan |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | 0.191971 | 0.145873 | 16.371124 | 16.764702 | 2.336038 | 2.325715 | 6.344130 | 11.913295 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.457927 | -0.450554 | 12.596780 | 5.246500 | 5.068760 | 7.689074 | -0.768105 | -0.028885 | 0.7472 | 0.7185 | 0.4166 | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6986 | 0.6077 | 0.4390 | nan | nan |
| 2459835 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.981373 | 5.662762 | 11.023864 | 8.230705 | 20.905781 | 55.697424 | -4.910455 | 2.021261 | 0.7931 | 0.4979 | 0.5825 | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 16.746938 | 19.295406 | 43.675101 | 37.296141 | 203.014815 | 288.211100 | 13.629661 | 24.770367 | 0.8043 | 0.4799 | 0.5873 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.393076 | 0.466526 | 10.500774 | 4.843067 | 5.829039 | 4.505292 | -0.334483 | 0.059918 | 0.8161 | 0.5449 | 0.5795 | 4.345109 | 3.337515 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 44.89% | 0.00% | - | - | 0.211426 | 3.305664 | 19.645622 | 20.107325 | 2.451236 | 1.781269 | 1.429380 | -0.314960 | 0.1368 | 0.2673 | 0.0763 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.323896 | 0.329481 | 14.644436 | 2.585410 | 14.618307 | 9.289838 | -2.042536 | 2.803394 | 0.8159 | 0.5598 | 0.5576 | 8.440643 | 6.158060 |
| 2459829 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.120143 | -0.681242 | 14.942373 | -0.548944 | 12.623561 | 45.063343 | 1.446221 | 9.958486 | 0.7574 | 0.6674 | 0.4191 | 0.000000 | 0.000000 |
| 2459828 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.925575 | 4.600172 | 18.618027 | 9.476191 | 30.841597 | 6.647719 | -0.209175 | -2.154293 | 0.7890 | 0.5646 | 0.5312 | 3.582583 | 3.095136 |
| 2459827 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.690163 | 2.892330 | 30.930034 | 16.148202 | 20.356436 | 2.160348 | -2.708302 | -1.612549 | 0.7311 | 0.6628 | 0.4356 | 5.792979 | 5.130745 |
| 2459826 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.771131 | 6.747419 | 24.817210 | 16.036975 | 40.838561 | 10.070244 | 0.322144 | 1.583744 | 0.7732 | 0.5299 | 0.5397 | 3.328310 | 2.459322 |
| 2459825 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.079293 | 11.514746 | 19.152879 | 15.864766 | 22.749394 | 14.074417 | -0.912488 | -1.068595 | 0.7804 | 0.5506 | 0.5294 | 3.856257 | 3.343532 |
| 2459824 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.854069 | 4.770393 | 26.972228 | 22.278677 | 7.505943 | 4.339083 | -2.282638 | -2.049028 | 0.6900 | 0.7205 | 0.3974 | 4.542329 | 4.567891 |
| 2459823 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 19.256452 | 15.228876 | 20.833688 | 18.238692 | 27.638700 | 24.750522 | 14.786747 | 11.335449 | 0.7396 | 0.6219 | 0.4912 | 3.780346 | 3.995202 |
| 2459822 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 17.681755 | 13.972495 | 23.238947 | 20.146229 | 26.018190 | 18.959964 | -0.279821 | -0.394298 | 0.7649 | 0.5470 | 0.5392 | 3.687310 | 3.108239 |
| 2459821 | RF_maintenance | 100.00% | 34.95% | 100.00% | 0.00% | 100.00% | 0.00% | 23.226057 | 28.873454 | 14.656253 | 38.481437 | 22.639165 | 25.859016 | 1.063325 | -0.602923 | 0.4196 | 0.0445 | 0.2181 | 3.318695 | 1.288779 |
| 2459820 | RF_maintenance | 100.00% | 63.37% | 100.00% | 0.00% | 100.00% | 0.00% | 26.091695 | 24.094179 | 10.568169 | 30.521271 | 38.820540 | 69.694544 | 26.249844 | 7.275945 | 0.3602 | 0.0518 | 0.1973 | 2.841444 | 1.234537 |
| 2459817 | RF_maintenance | 100.00% | 67.74% | 100.00% | 0.00% | 100.00% | 0.00% | 20.917403 | 56.059754 | 19.171206 | 36.262767 | 34.841354 | 37.495307 | 0.198837 | 1.840740 | 0.4045 | 0.0674 | 0.2173 | 3.749730 | 1.335641 |
| 2459816 | RF_maintenance | 100.00% | 25.94% | 100.00% | 0.00% | 100.00% | 0.00% | 14.534489 | 39.947192 | 28.710872 | 36.386551 | 44.390695 | 48.282402 | -4.090170 | 9.162276 | 0.4295 | 0.0658 | 0.2573 | 4.063054 | 1.345583 |
| 2459815 | RF_maintenance | 100.00% | 54.30% | 100.00% | 0.00% | 100.00% | 0.00% | 20.196463 | 29.462108 | 21.680279 | 40.867496 | 45.356908 | 48.390769 | 6.691674 | 13.923821 | 0.4415 | 0.0558 | 0.2720 | 3.512073 | 1.292756 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 30.791901 | 33.602669 | 24.451008 | 25.267891 | 84.149978 | 85.783047 | 7.603676 | 11.908807 | 0.0369 | 0.0473 | 0.0062 | 0.844629 | 0.849194 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Discontinuties | 1.502487 | -1.002723 | -0.144838 | 0.222875 | -0.545184 | 0.633557 | 1.027442 | 1.502487 | 0.470037 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 1.912072 | 0.775215 | -0.882456 | -0.501231 | 0.550756 | -0.622824 | 1.912072 | -0.144959 | 0.666033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 2.314304 | -0.792751 | 1.015740 | -0.978168 | 0.379222 | -0.377248 | 2.314304 | -0.473586 | 0.325105 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.060746 | -0.935452 | 0.076987 | -0.052041 | -0.683114 | 2.060746 | 0.388672 | 0.951853 | 1.184937 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 2.484014 | -1.352412 | 0.665116 | -0.592358 | 0.800920 | 0.685244 | 1.889399 | 1.901826 | 2.484014 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 3.626030 | -1.244933 | 0.610914 | 0.033928 | -0.545831 | -0.979388 | 3.021139 | 0.226326 | 3.626030 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 2.881349 | -1.529285 | 0.557650 | -0.960098 | -0.115346 | 1.549632 | 2.881349 | 0.165182 | 1.195225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.854320 | -0.743223 | -0.000717 | 0.469260 | -0.388468 | 2.854320 | 1.572120 | 0.928371 | 0.782283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 2.705084 | -0.822646 | 1.079305 | -0.960602 | 0.587791 | 2.276232 | 2.386699 | 1.083049 | 2.705084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 2.754469 | 1.195547 | -1.063835 | 0.000923 | -0.368986 | 2.224380 | -1.404555 | 2.754469 | 2.078608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 2.756717 | 0.459662 | -1.864096 | -0.053318 | -0.949590 | 2.756717 | 0.051936 | 1.845246 | 0.057761 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 4.172457 | 1.860331 | -1.912271 | -0.178939 | -0.666586 | 1.936823 | 0.364184 | 4.172457 | 0.693967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 2.910730 | 0.880439 | -1.091862 | -0.727398 | -0.816135 | 2.910730 | 0.629855 | 0.440653 | -0.562706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 3.818488 | -1.186119 | 0.859203 | -0.953165 | -0.438895 | -0.153680 | 3.818488 | -0.371447 | 2.525496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 2.047239 | -1.480994 | 0.124036 | -0.920353 | -0.488558 | -0.739007 | 2.047239 | -0.550778 | 1.420607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 9.700259 | 1.481339 | -1.570058 | 0.267119 | 0.690375 | 4.689016 | 9.700259 | 5.541200 | 1.941144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 6.234849 | 1.611334 | -0.511943 | 0.500623 | 3.775010 | 2.343828 | 6.234849 | 1.923157 | 0.788991 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.113201 | 1.161929 | -1.424107 | 1.398424 | -0.246002 | 1.910739 | 3.113201 | 1.409928 | -0.116467 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.958306 | 0.346235 | -1.375603 | 1.447395 | -0.592232 | 2.361813 | 3.958306 | 1.188224 | 0.017262 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 7.643371 | -1.428109 | 0.666296 | 0.363997 | 1.676357 | 7.643371 | 3.180965 | 0.070672 | 0.934703 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 6.943727 | 1.836069 | -1.625207 | 6.943727 | -0.859269 | 2.728205 | -1.386548 | 1.990912 | -0.280594 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Discontinuties | 1.767675 | -2.579756 | 0.722752 | 0.226539 | -1.131899 | 0.812390 | 1.273267 | 0.005893 | 1.767675 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.130916 | -0.000874 | -1.317678 | -0.087544 | -0.858165 | 1.745343 | 3.130916 | 0.538832 | -0.497369 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.344747 | 0.086237 | -1.436813 | -1.493502 | 0.306882 | 0.748564 | 3.344747 | -0.136576 | -0.611409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 5.292618 | -0.833338 | -0.214622 | -0.138543 | -0.156617 | 5.292618 | 0.162571 | 0.239578 | 0.634578 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.622156 | 0.265066 | -0.936553 | -0.857308 | -0.600315 | 1.076848 | 2.622156 | 0.616023 | -0.139538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.851099 | -0.366519 | -1.137749 | -0.377516 | 0.479956 | -0.729847 | 2.851099 | 0.208514 | -0.099819 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 6.754175 | -0.856187 | -0.219858 | 0.185726 | -0.287056 | 6.754175 | 0.211973 | 0.273143 | 0.648974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 183.350569 | 22.184329 | 20.481191 | 6.489896 | 6.909287 | 183.350569 | 112.481273 | 62.305658 | 53.623954 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.114849 | 0.775276 | -1.010051 | -0.213588 | -0.001374 | 0.983693 | 3.114849 | -0.506742 | -0.120107 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 5.809206 | -1.248434 | 0.566128 | -0.966775 | -0.660290 | 5.809206 | 1.847030 | -0.387502 | -0.413083 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.252016 | -1.359549 | 0.351084 | -0.601592 | 0.368834 | 2.252016 | 0.996138 | 0.137429 | -0.296428 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 3.188313 | -1.046597 | 0.454181 | -0.936917 | 0.652915 | 3.188313 | 1.757817 | 0.367577 | 0.374755 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 6.760720 | 2.541488 | -0.358240 | -0.399655 | 0.441582 | 2.050147 | 6.760720 | -0.083949 | 0.971620 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 1.558528 | 0.277249 | -1.257491 | 0.824736 | -0.093002 | 1.558528 | 0.967613 | 1.260065 | 0.640718 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 12.747100 | 1.194105 | -0.452699 | 3.853562 | 1.803470 | 1.593413 | 12.747100 | 0.164666 | 1.132565 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 2.665939 | -0.620151 | 1.148579 | -1.153067 | 2.665939 | 0.158238 | 1.746483 | -0.320024 | 0.097623 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.087179 | -0.732582 | 1.095255 | -0.802873 | 1.987194 | 2.087179 | 0.436050 | -0.664326 | -0.000923 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 2.519503 | 1.717028 | -0.457778 | 1.136046 | -0.645827 | 1.085337 | 2.519503 | 1.663688 | 0.177895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 74.558200 | 0.493288 | 3.655824 | 2.661671 | 10.839151 | 74.558200 | 67.039958 | 1.256177 | -1.120768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Power | 2.357226 | 2.061719 | 0.668843 | 2.048888 | 2.357226 | 0.425273 | 0.187864 | 0.300302 | -0.640642 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Power | 16.764702 | 0.145873 | 0.191971 | 16.764702 | 16.371124 | 2.325715 | 2.336038 | 11.913295 | 6.344130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 12.596780 | -0.450554 | 2.457927 | 5.246500 | 12.596780 | 7.689074 | 5.068760 | -0.028885 | -0.768105 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 55.697424 | 5.662762 | 4.981373 | 8.230705 | 11.023864 | 55.697424 | 20.905781 | 2.021261 | -4.910455 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 288.211100 | 19.295406 | 16.746938 | 37.296141 | 43.675101 | 288.211100 | 203.014815 | 24.770367 | 13.629661 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 10.500774 | 6.393076 | 0.466526 | 10.500774 | 4.843067 | 5.829039 | 4.505292 | -0.334483 | 0.059918 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Power | 20.107325 | 0.211426 | 3.305664 | 19.645622 | 20.107325 | 2.451236 | 1.781269 | 1.429380 | -0.314960 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 14.644436 | 8.323896 | 0.329481 | 14.644436 | 2.585410 | 14.618307 | 9.289838 | -2.042536 | 2.803394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 45.063343 | -0.681242 | 7.120143 | -0.548944 | 14.942373 | 45.063343 | 12.623561 | 9.958486 | 1.446221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 30.841597 | 4.600172 | 14.925575 | 9.476191 | 18.618027 | 6.647719 | 30.841597 | -2.154293 | -0.209175 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 30.930034 | 11.690163 | 2.892330 | 30.930034 | 16.148202 | 20.356436 | 2.160348 | -2.708302 | -1.612549 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 40.838561 | 6.747419 | 14.771131 | 16.036975 | 24.817210 | 10.070244 | 40.838561 | 1.583744 | 0.322144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 22.749394 | 11.514746 | 16.079293 | 15.864766 | 19.152879 | 14.074417 | 22.749394 | -1.068595 | -0.912488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Power | 26.972228 | 8.854069 | 4.770393 | 26.972228 | 22.278677 | 7.505943 | 4.339083 | -2.282638 | -2.049028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 27.638700 | 15.228876 | 19.256452 | 18.238692 | 20.833688 | 24.750522 | 27.638700 | 11.335449 | 14.786747 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | ee Temporal Variability | 26.018190 | 17.681755 | 13.972495 | 23.238947 | 20.146229 | 26.018190 | 18.959964 | -0.279821 | -0.394298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Power | 38.481437 | 28.873454 | 23.226057 | 38.481437 | 14.656253 | 25.859016 | 22.639165 | -0.602923 | 1.063325 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 69.694544 | 26.091695 | 24.094179 | 10.568169 | 30.521271 | 38.820540 | 69.694544 | 26.249844 | 7.275945 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Shape | 56.059754 | 20.917403 | 56.059754 | 19.171206 | 36.262767 | 34.841354 | 37.495307 | 0.198837 | 1.840740 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 48.282402 | 39.947192 | 14.534489 | 36.386551 | 28.710872 | 48.282402 | 44.390695 | 9.162276 | -4.090170 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 48.390769 | 29.462108 | 20.196463 | 40.867496 | 21.680279 | 48.390769 | 45.356908 | 13.923821 | 6.691674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | N07 | RF_maintenance | nn Temporal Variability | 85.783047 | 33.602669 | 30.791901 | 25.267891 | 24.451008 | 85.783047 | 84.149978 | 11.908807 | 7.603676 |